"Dinner's ready," Sarah called from the kitchen. Michael barely acknowledged her. He sat at the kitchen table, the bank statement spread before him. He was supposed to be happy. They’d been talking about a vacation, about finally renovating the kitchen. But this… this threw a wrench into everything. He felt a deep, profound reluctance to join her.

He pushed the statement away, the paper sliding across the surface. He felt a burning in his chest. He stood up and walked to the front door, slipping on his shoes. He wouldn’t be eating. He wouldn't be smiling. He wouldn't be pretending.

He walked out into the cool night air. The streetlights cast long shadows, mimicking the darkness inside him. He walked away from the house, leaving his wife to wonder where he was. He felt a strong desire to stay away.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349